{"id":"W4403512585","doi":"10.70615/alemur.v9i2.7208","title":"Devolutiva em pesquisa: A caminhada biocultural, saúde e natureza nos caminhos de Antônio Pereira, Ouro Preto, Minas Gerais","year":2024,"lang":"pt","type":"article","venue":"Além dos Muros da Universidade.","topic":"Environmental Sustainability and Education","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Government of Northwest Territories","funders":"","keywords":"Humanities; Geography; Art","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0004308928,0.0008962234,0.0005257672,0.0002620224,0.0009163955,0.0005982447,0.001067136,0.000719882,0.007851921],"category_scores_gemma":[0.0001593044,0.0009098487,0.0004566857,0.001194922,0.001216518,0.001640053,0.0007760166,0.001298853,0.002330333],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006060276,"about_ca_system_score_gemma":0.000375383,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00387764,"about_ca_topic_score_gemma":0.0005131304,"domain_scores_codex":[0.9947208,0.0003965863,0.0005651948,0.001773918,0.0009294142,0.001614095],"domain_scores_gemma":[0.9977823,0.0002861801,0.0001994552,0.0009611962,0.00003472418,0.0007361043],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0007425094,0.004074731,0.1305771,0.003175505,0.001288798,0.004344974,0.2040782,0.002644491,0.1718866,0.003801206,0.4239114,0.04947456],"study_design_scores_gemma":[0.001517019,0.0009481582,0.3928906,0.0007121807,0.0009250793,0.0005086872,0.1259666,0.004726411,0.01384313,0.0003487347,0.4547275,0.002885936],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836257,0.003344371,0.0002196664,0.00351634,0.0015903,0.001326562,0.000299503,0.0002157418,0.005861798],"genre_scores_gemma":[0.9407095,0.0004958746,0.000346513,0.0005726845,0.0003430315,0.0000294716,0.0001619356,0.0001011571,0.05723986],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2623135,"threshold_uncertainty_score":0.9993352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01143187044870305,"score_gpt":0.2456854647518686,"score_spread":0.2342535943031656,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}